Title :
Fractal analysis of bone X-ray tomographic microscopy projections
Author :
Jennane, Rachid ; Ohley, William J. ; Majumdar, Sharmila ; Lemineur, Gérald
Author_Institution :
Lab. of Electron., Signals & Images, Orleans Univ., France
fDate :
5/1/2001 12:00:00 AM
Abstract :
Fractal analysis of bone X-ray images has received much interest recently for the diagnosis of bone disease. Here, the authors propose a fractal analysis of bone X-ray tomographic microscopy (XTM) projections. The aim of the study is to establish whether or not there is a correlation between three-dimensional (3-D) trabecular changes and two-dimensional (2-D) fractal descriptors. Using a highly collimated beam, 3-D bone X-ray tomographic images were obtained. Trabecular bone loss was simulated using a mathematical morphology method. Then, 2-D projections were generated in each of the three orthogonal directions. Finally, the model of fractional Brownian motion (fBm) was used on bone XTM 2-D projections to characterize changes in bone structure that occur during disease, such a simulation of bone loss. Results indicate that fBm is a robust texture model allowing quantification of simulations of trabecular bone changes.
Keywords :
Brownian motion; X-ray microscopy; computerised tomography; diseases; fractals; mathematical morphology; medical image processing; orthopaedics; 2-D projections generation; bone X-ray tomographic microscopy projections; bone disease diagnosis; fractal analysis; fractional Brownian motion model; highly collimated beam; mathematical morphology method; medical diagnostic imaging; osteoporosis; three-dimensional trabecular changes; two-dimensional fractal descriptors; Bone diseases; Cancellous bone; Collimators; Fractals; Image analysis; Microscopy; Morphology; Tomography; Two dimensional displays; X-ray imaging; Bone and Bones; Computer Simulation; Fractals; Humans; Image Processing, Computer-Assisted; Microscopy; Tomography, X-Ray Computed;
Journal_Title :
Medical Imaging, IEEE Transactions on